GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification

3 March 2018

Michal Amitai

Papers citing "GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification"

50 / 299 papers shown

Title
EvolGAN: Evolutionary Generative Adversarial Networks Baptiste Roziere F. Teytaud Vlad Hosu Hanhe Lin Jérémy Rapin M. Zameshina O. Teytaud GAN 28 14 0 28 Sep 2020
Generative Modelling of 3D in-silico Spongiosa with Controllable Micro-Structural Parameters Emmanuel Iarussi F. Thomsen C. Delrieux MedIm 7 2 0 23 Sep 2020
Probabilistic Machine Learning for Healthcare Irene Y. Chen Shalmali Joshi Marzyeh Ghassemi Rajesh Ranganath OOD 6 51 0 23 Sep 2020
Learning Non-Unique Segmentation with Reward-Penalty Dice Loss Jiabo He S. Erfani S. Wijewickrema S. O'Leary K. Ramamohanarao 23 3 0 23 Sep 2020
On the Performance of Generative Adversarial Network (GAN) Variants: A Clinical Data Study Jaesung Yoo Jeman Park An Wang David A. Mohaisen Joongheon Kim MedIm 27 0 0 21 Sep 2020
Semi-supervised Semantic Segmentation of Prostate and Organs-at-Risk on 3D Pelvic CT Images Zhuangzhuang Zhang T. Zhao Hiram Gay B. Sun Weixiong Zhang MedIm 14 9 0 21 Sep 2020
Time-series Imputation and Prediction with Bi-Directional Generative Adversarial Networks Mehak Gupta Rahmatollah Beheshti SyDa GAN AI4TS 6 13 0 18 Sep 2020
EfficientSeg: An Efficient Semantic Segmentation Network V. B. Yesilkaynak Y. Sahin Gözde B. Ünal SSeg 22 7 0 14 Sep 2020
Synthesizing brain tumor images and annotations by combining progressive growing GAN and SPADE Mehdi Foroozandeh Anders Eklund GAN MedIm 24 17 0 13 Sep 2020
Anonymization of labeled TOF-MRA images for brain vessel segmentation using generative adversarial networks Tabea Kossen Pooja Subramaniam V. Madai A. Hennemuth Kristian Hildebrand ... Michelle Livne Ivana Galinovic Ahmed A. Khalil J. Fiebach D. Frey MedIm 8 0 0 09 Sep 2020
Synthetic Sample Selection via Reinforcement Learning Jiarong Ye Yuan Xue L. R. Long Sameer Kiran Antani Z. Xue K. Cheng Xiaolei Huang MedIm 8 24 0 26 Aug 2020
Communication-Efficient and Distributed Learning Over Wireless Networks: Principles and Applications Jihong Park S. Samarakoon Anis Elgabli Joongheon Kim M. Bennis Seong-Lyun Kim Mérouane Debbah 34 161 0 06 Aug 2020
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises S. Kevin Zhou H. Greenspan Christos Davatzikos James S. Duncan Bram van Ginneken A. Madabhushi Jerry L. Prince Daniel Rueckert Ronald M. Summers 55 624 0 02 Aug 2020
Deep Multi-Scale Resemblance Network for the Sub-class Differentiation of Adrenal Masses on Computed Tomography Images Lei Bi Jinman Kim T. Su M. Fulham D. Feng G. Ning MedIm 12 3 0 29 Jul 2020
MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction Changhee Han L. Rundo K. Murao T. Noguchi Yuki Shimahara Z. '. Milacski S. Koshino Evis Sala Hideki Nakayama Shinichi Satoh MedIm 94 159 0 24 Jul 2020
Adding Seemingly Uninformative Labels Helps in Low Data Regimes Christos Matsoukas Albert Bou I Hernandez Yue Liu Karin Dembrower G. Miranda ... Johan Fredin Haslum Athanasios Zouzos Peter Lindholm Fredrik Strand Kevin Smith 13 12 0 20 Jul 2020
Recent Advances in Network-based Methods for Disease Gene Prediction S. Ata Min-man Wu Yuan Fang Le Ou-Yang C. Kwoh Xiaoli Li 13 57 0 19 Jul 2020
Automatic Ischemic Stroke Lesion Segmentation from Computed Tomography Perfusion Images by Image Synthesis and Attention-Based Deep Neural Networks Guotai Wang Tao Song Q. Dong Mei Cui Ning Huang Shaoting Zhang DiffM MedIm 30 73 0 07 Jul 2020
Anatomical Data Augmentation via Fluid-based Image Registration Zhengyang Shen Zhenlin Xu Sahin Olut Marc Niethammer MedIm 18 14 0 05 Jul 2020
Harvesting, Detecting, and Characterizing Liver Lesions from Large-scale Multi-phase CT Data via Deep Dynamic Texture Learning Yuankai Huo Jinzheng Cai Chi-Tung Cheng Ashwin Raju K. Yan Bennett A. Landman Jing Xiao Le Lu Chien-Hung Liao Adam P. Harrison MedIm 21 11 0 28 Jun 2020
Diffusion-Weighted Magnetic Resonance Brain Images Generation with Generative Adversarial Networks and Variational Autoencoders: A Comparison Study Alejandro Ungría Hirte Moritz Platscher T. Joyce J. Heit E. Tranvinh C. Federau MedIm DiffM 11 6 0 24 Jun 2020
Bayesian Sampling Bias Correction: Training with the Right Loss Function Loic Le Folgoc V. Baltatzis A. Alansary S. Desai A. Devaraj ... O. M. Manzanera F. Kanavati A. Nair J. Schnabel Ben Glocker 6 0 0 24 Jun 2020
Generating Annotated High-Fidelity Images Containing Multiple Coherent Objects Bryan G. Cardenas Devanshu Arya D. K. Gupta DiffM 23 6 0 22 Jun 2020
On the Learnability of Concepts: With Applications to Comparing Word Embedding Algorithms Adam Sutton N. Cristianini 33 7 0 17 Jun 2020
GAN Memory with No Forgetting Yulai Cong Miaoyun Zhao Jianqiao Li Sijia Wang Lawrence Carin CLL 13 116 0 13 Jun 2020
On Data Augmentation for GAN Training Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Trung-Kien Nguyen Ngai-man Cheung MedIm 18 35 0 09 Jun 2020
A Survey on Generative Adversarial Networks: Variants, Applications, and Training Abdul Jabbar Xi Li Bourahla Omar 25 266 0 09 Jun 2020
Data Augmentation using Generative Adversarial Networks (GANs) for GAN-based Detection of Pneumonia and COVID-19 in Chest X-ray Images Saman Motamed Patrik Rogalla Farzad Khalvati MedIm 16 4 0 05 Jun 2020
Deep Sequential Feature Learning in Clinical Image Classification of Infectious Keratitis Ye-sheng Xu Ming Kong Wen-jia Xie Run-Ping Duan Zhengqing Fang Yuxiao Lin Qiang Zhu Siliang Tang Fei Wu Yu-feng Yao MedIm 11 53 0 04 Jun 2020
Medical Image Generation using Generative Adversarial Networks N. Singh Khalid Raza GAN MedIm 16 20 0 19 May 2020
SAGE: Sequential Attribute Generator for Analyzing Glioblastomas using Limited Dataset P. Jonnalagedda B. Weinberg Jason W. Allen Taejin L. Min Shiv Bhanu B. Bhanu GAN MedIm 17 4 0 14 May 2020
ODVICE: An Ontology-Driven Visual Analytic Tool for Interactive Cohort Extraction Mohamed F. Ghalwash Zijun Yao Prithwish Chakraborty James Codella Daby M. Sow 15 2 0 13 May 2020
Synthetic Image Augmentation for Damage Region Segmentation using Conditional GAN with Structure Edge Takato Yasuno Michihiro Nakajima T. Sekiguchi Kazuhiro Noda Kiyoshi Aoyanagi Sakura Kato 6 4 0 07 May 2020
3D Tomographic Pattern Synthesis for Enhancing the Quantification of COVID-19 Siqi Liu Bogdan Georgescu Zhoubing Xu Y. Yoo G. Chabin ... Brian Teixeira A. Balachandran R. Vishwanath Thomas J. Re Dorin Comaniciu 41 18 0 05 May 2020
SVM-Lattice: A Recognition & Evaluation Frame for Double-peaked Profiles Haifeng Yang Caixia Qu Jiang-hui Cai Sulan Zhang Xu-jun Zhao 17 8 0 02 May 2020
A Survey on Incorporating Domain Knowledge into Deep Learning for Medical Image Analysis Xiaozhen Xie J. Niu Xuefeng Liu Zhengsu Chen Shaojie Tang Shui Yu 22 15 0 25 Apr 2020
Red-GAN: Attacking class imbalance via conditioned generation. Yet another perspective on medical image synthesis for skin lesion dermoscopy and brain tumor MRI A. Qasim Ivan Ezhov Suprosanna Shit Oliver Schoppe Johannes C. Paetzold Anjany Sekuboyina Florian Kofler Jana Lipkova Hongwei Bran Li Bjoern H. Menze GAN MedIm 34 54 0 22 Apr 2020
Generative Synthetic Augmentation using Label-to-Image Translation for Nuclei Image Segmentation Yasuno Takato MedIm 11 0 0 21 Apr 2020
Effect of Input Noise Dimension in GANs P. Manisha Debojit Das Sujit Gujar 21 20 0 15 Apr 2020
SESAME: Semantic Editing of Scenes by Adding, Manipulating or Erasing Objects Evangelos Ntavelis Andrés Romero I. Kastanis Luc Van Gool Radu Timofte VLM 26 75 0 10 Apr 2020
Inspector Gadget: A Data Programming-based Labeling System for Industrial Images Geon Heo Yuji Roh Seonghyeon Hwang Dayun Lee Steven Euijong Whang UQCV 27 7 0 07 Apr 2020
DARE: Data Augmented Relation Extraction with GPT-2 Yannis Papanikolaou Andrea Pierleoni 9 76 0 06 Apr 2020
DAISI: Database for AI Surgical Instruction Edgar Rojas-Muñoz K. Couperus J. Wachs 19 17 0 22 Mar 2020
GIQA: Generated Image Quality Assessment Shuyang Gu Jianmin Bao Dong Chen Fang Wen EGVM 162 81 0 19 Mar 2020
OpenGAN: Open Set Generative Adversarial Networks Luke Ditria Benjamin J. Meyer Tom Drummond VLM AI4CE GAN 41 20 0 18 Mar 2020
SynCGAN: Using learnable class specific priors to generate synthetic data for improving classifier performance on cytological images Soumyajyoti Dey Soham Das Swarnendu Ghosh Shyamali Mitra Sukanta Chakrabarty N. Das GAN MedIm 21 9 0 12 Mar 2020
On Leveraging Pretrained GANs for Generation with Limited Data Miaoyun Zhao Yulai Cong Lawrence Carin 34 21 0 26 Feb 2020
A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications Jie Gui Zhenan Sun Yonggang Wen Dacheng Tao Jieping Ye EGVM 26 818 0 20 Jan 2020
Bridging the gap between AI and Healthcare sides: towards developing clinically relevant AI-powered diagnosis systems Changhee Han L. Rundo K. Murao T. Nemoto Hideki Nakayama MedIm 30 27 0 12 Jan 2020
Feeding the zombies: Synthesizing brain volumes using a 3D progressive growing GAN Anders Eklund MedIm AI4CE 20 13 0 11 Dec 2019